{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Intermediate outputs of AlexNet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from __future__ import print_function\n",
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from torch.autograd import Variable\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import matplotlib.image as mpimg\n",
    "\n",
    "import alexnet\n",
    "\n",
    "original_model = alexnet.alexnet(pretrained=True)\n",
    "\n",
    "class MyNet(nn.Module):\n",
    "            def __init__(self, i):\n",
    "                super(MyNet, self).__init__()\n",
    "                i = 13 - i\n",
    "                #print(i)\n",
    "                if i == 0:\n",
    "                    self.features = nn.Sequential(\n",
    "                        *list(original_model.features.children())\n",
    "                    )    \n",
    "                else:            \n",
    "                    self.features = nn.Sequential(\n",
    "                        *list(original_model.features.children())[:-i]\n",
    "                    )\n",
    "            def forward(self, x):\n",
    "            \t#print(\"Goforward!\")\n",
    "                x = self.features(x)\n",
    "                #print(\"ForwardFinish\")\n",
    "                return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def showimg(img, i=1, j=1, gray=False):\n",
    "\ttitle = ['Conv', 'Relu', 'Pool', 'Conv', 'Relu'\n",
    "\t, 'Pool','Conv', 'Relu','Conv', 'Relu'\n",
    "\t, 'Conv', 'Relu','Conv', 'Relu','Pool']\n",
    "\tr = 10\n",
    "\tc = 25\n",
    "\tj = j + 5\n",
    "\tfig = plt.figure(1)\n",
    "\tax = fig.add_subplot(r,c,(i-1)*c + j)\n",
    "\tax.axis('off')\t\n",
    "\tif i == 1:\n",
    "\t\tax.set_title(title[j - 7])\n",
    "\ttmp = img.numpy()\n",
    "\tif gray == True:\n",
    "\t\tax.imshow(tmp, cmap=\"gray\")\n",
    "\t\treturn\n",
    "\telse:\n",
    "\t\timg = img / 2 + 0.5\n",
    "\t\ttmp = img.numpy()\n",
    "\t\tax.imshow(np.transpose(tmp, (1, 2, 0)))\n",
    "\n",
    "\n",
    "def plot_layer(x, j=1, size=1, gray=True):\n",
    "\tdata = x[0,:,:,:].data\n",
    "\tif size == 1:\n",
    "\t\tshowimg(data, 1, j, gray)\n",
    "\telse:\n",
    "\t\tfor i in range(size):\n",
    "\t\t\tshowimg(data[i], i+1, j, gray)\n",
    "\n",
    "def runmodel(x, i=13):\n",
    "\tnet = MyNet(i)\n",
    "\treturn net(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IhUIX5ktOADJl/lVVVVZ6xFBy7SlyNux2O319fRw+fJhQKITL5WLbtm20trZSXV1Ne3s7\nwWCQRYsWUVlZSW9vL729vRw/fhyHw8FNN93E7bffTnV1NaFQyKqIY5qmZZJrs9lyHngbGjjJDKzI\n6zJRHsojjzzC1772tdO2Dw2sqMRfURRFURRF0eCKoihAuopLOBymqKiIUCjEihUrKCoqorGxkfr6\nepxOJ3l5eTQ1NVnmtpBKo/jFL37B2rVriUQiWQoEu91uBW4kGDCWk1FZFZ9IFBQU8PLLL/ONb3yD\ne+65x9q+Z8+erBKgQ/n4xz8+Hs2zSi8HAgGi0SjTpk2jpKSE1157jXA4zMyZM1m7di3PPvssBw4c\nIBgMWgG4WCxGKBQikUhQUFBAaWkpfX19OBwOazVexkrmGBlPRlIfRKNRampqrCosI3Eh2qwoiqIo\niqJcXOhym6IoQCq1x2az4fP56OnpYd26ddx///388pe/5K677uLgwYOUlZVhGAZLly5l1qxZbNy4\n0fJqufHGG9m8eTMLFixgy5YtAFkVYSBtvnm2yepo+PKXv8w//dM/DfvajBkzLBPNTEpKSi6o4e2X\nv/xlfvjDH/Kd73yHrq4u8vPzLY+Pkdo83nR0dBAOh5k3bx7z5s3j6NGj1NXVMWXKFKZOncrkyZNZ\nv349e/fuZfHixVbAwW638+abb9LX10dRUZFVTSgajZ5mBmsYxpgFKlatWsW6deus1JR58+ZZRp8j\n8cgjj4xJW0ZCVDarVq3K2p5pYltfXw+kTUrPxa9mqNImlylNco2L+kf+zUzFkvb//ve/B9Jlf6W8\n7RVXXAFkB7nE9FbuGbk0Wj0fRjKu/cd//EcgnaYD8Ic//GHM2rFr1y4gbfR63XXXAek0FoBjx44B\n6XEk/Sn7SgrKunXrrGNk/EgKz1DD5NHwve99b9jtmeq8xsbG835fSb9ZvHgxAC+//PK7aN3wSAqb\njLfNmzcDWIpMgJ07d2btK+lJMubl3i3qTkibNotqM5em0oqiKMrFgwZXFEWxEH+KZDJJdXU1/f39\nOJ1OXnjhBerr6+np6aGnpwev18ubb77J6tWr2b9/Pw6HgyNHjuDz+QiFQuTn59PT04PT6SSRSFgT\naDFFHcuV/swfwUMZKUhxoSsJHTlyhLKyMgBaWlqs7WVlZVRWVlr5+uvXr886bv369Vx55ZWW/8JY\nEYvFaG1txeFwsHDhQnbu3Mk777zDyZMn2b9/PydOnGDBggVUV1fT1dVFc3OzVSmksbGRYDBIVVUV\nBw8exOVyMW/ePI4fP47T6bS8ByQ9aCz8eCZPnsyLL76YtW24wIpMNC+0n4qiKIqiKIoy8dDgiqIo\nQCr1I3M17c477+SNN97AZrPxwAMP8O1vf5t58+axaNEiK0WksrKS/fv3E4vFOHjwICtXrqSpqYnF\nixfT2NhovacEV8QIdCyDKz/4wQ+A1Kq4rPZmMmfOnGFTbXw+3wVbHW9ubmb27NkAbNmyxSq7+p73\nvIe33347y7QykwMHDnD55ZePeftsNht+v59jx47R1tbGnj17OHDgAH6/n9bWVg4ePMjf/d3fsWTJ\nEp5//nm6urosM8euri4GBgbo6elhyZIlxGIxampqOHTokOXBI+NurFZzM80oh3LNNddYKokzBVUy\nlS6GYYxJWyVdTgwzh2v3Nddck/WvmJeKyqampgZIK1wy30/IZdslDW/mzJlA2pw28zOlBLCYeUr5\n3dtvvx2Aq6++GoAlS5ZYx/zyl78E0mas51vx6Xz4yEc+AsDTTz991n0lle2hhx4C4BOf+IT1mly3\nY4HcmxYuXAjAhz70ISBd5hpg6dKlQNqk9rHHHgNg27ZtANx6661A2igb4LnnngPSZrfihZQL5LwL\nDz74IADXX3+9tU1UKDJevvrVr2YdI8HWzPMvVdQ+97nPAeTUw0vuAaL6ETPezDLhEoQNBAJZx+7f\nvx+AiooKIFtNJu8nBtBDvaAURVGUSwP1XFEUBUhN7KSyj0wSpLzywYMHcTqdFBcXs2/fPmpray21\nisj2e3t7CQQCOByOrMovdrsdp9OJw+GwyuLmslrJSAwNrMgkZCQPk/Fo01Dy8/PJz8/nT3/6Ey0t\nLbS0tLB06VICgYD1w72+vj7Le6WkpMQ6PxUVFWdU6uQKKbtcVFTE5s2b2bhxI0ePHmXp0qU0NDQQ\nj8d55513OHz4MDU1NdhsNn73u9/xu9/9juLiYq655hqOHz9Od3e3pcIpKSnB7XZbZsdCrib+5+rr\nI4GVM1FTU5OlqFFJv6IoiqIoijIUVa4oigKkJoyJRIL8/Hz8fj87duxg69atfOUrX2HPnj0UFhZa\nRqV79+7F5/NhGAaDg4NMnjyZ5cuXU1hYCKRX3GW1MRaLWZPoTKXCWNHQ0HCaV8LQVdShSJ78eCKf\n6XQ66evrO82LRvxBbrzxRiDlt3DzzTcD6ZX98WBgYACfz8fMmTN5/fXXmTJlCrNmzaKmpgaHw2FV\niaqpqcEwDFpbW63V8dtuu42Ojg42btxo+StMmTIFv99vBeYEwzByVoo5Ho9bwbxMXC7XGf1J4PTy\nzMeOHRtXVZNcP7Kqn8nQYNC5qCXG8nqTlDop4SvnNLPt06dPB6CzsxNIqyTkGpVAqIx3SPeB1+sF\nyHmJ7kzORbEiRCIRAH79618DZ7+v5ApRzNx5551AWu2TGUTu6OgA0veVWbNmAXDLLbcAacWQeIVA\nWkkhaYm5VBXKPUC8Ub7zne8A2V4sUupY/GIE8eF5++23R3x/ed+h6ZKjYWhaovRZZonqadOmAemx\nIP0tgW4J1EvKY+Y+oiy7EMF8RVEUZezRu7uiKEBqUhSNRtm7dy+FhYWUl5ezYsUKXnjhBXbu3InN\nZqO8vJzKykoSiQShUIiysjIcDgd79uwhFApx4sQJS6Jts9msNCAhU80yloxkQgmMmGKjKIqiKIqi\nKIryblHliqIoQCqnPy8vD9M0CQaDVpWEWbNmMWPGDNra2jh27Bhutxu/389bb73F/Pnzeemll1i0\naBGFhYVW8CQWixGPx60VcynHHIlEME1zzIMrZ0K8QC4GZJU/Fouxe/dukskkxcXF1uqxeBRIitCa\nNWuyPBbGa9VcDHc9Hg+9vb3ccssteDwevvvd71JRUcEVV1zBwYMH6erqIhaLUVhYaCkqXC4XkUiE\naDRKUVGRpVooKCiwzJPF+DizhHcuGM6n42yqFQC/33+ayfF4mB6LJ8YLL7wApH0Zzkd5IgqAoUqA\nsUJW54eqbERxAunqR83NzUBaHSDnQsyGM4Oicg309PQA6Wor48WKFSsA+POf/wykK5yJgukzn/kM\nAMePHx+X9sg9QPpBPDx+85vfWPtI24qLi4G0ckXOkby+fPly65gDBw4A6fuiHJsLRMkhFY2krVJp\naThEsVJbWwuk73HDVTESnxapOpULZHFA7h1S2SpTuSbX46ZNm7KOkT6U6kGZPi1yvFyXmZ5IiqIo\nyqWDKlcURQFg9+7dlJWVWaWYy8vLufzyy2lubmbhwoWYpklVVZWl/Fi3bh2NjY2Ew2G8Xi9FRUUY\nhmEFDGw2G/F4HKfTaU2mHA4HXq93XCTRYviZydCKMReaO+64gzvuuIPZs2czc+ZMK61K+OIXv4hh\nGBQWFlqvScWm8WTSpEnE43Gampo4ceIEhYWFFBUV4Xa7sdlsFBcXU1BQwI4dO0gkElRXV9Pb20tv\nby/t7e243W48Hg/FxcWUlZURDocJhUIcOnSI3t5eksmk9TeWZsfnGri50NWjFEVRFEVRlImHKlcU\nRQFSq22dnZ0Eg0ESiQTvec978Hg8tLe343K5KC8vp7e3F5vNRm9vL0899RSzZ8+msbGR7du3E41G\naWhoIJlMEg6H6erq4rrrruPQoUOEQiEMw7CUCudqNjoaMitiCLKCfibGqhLMcIgy4cSJE0SjUZYs\nWZLlqdHS0oLf7+fHP/6xtS0QCIxpAGI4Fi1axP79+2lqaqKqqor9+/dTUFDAtddeS35+PgcOHKCx\nsRG73U5vby8tLS2WH0FjY6NVfnlgYMBKEzty5Ajd3d3Y7XZcLhcOhwOXy2VVhxktq1evthQgwkQz\noh2uvTNmzADSZcXPJRC0cuVKIO37kMvxI+dL/D6kelDmyry8tnbtWiBd8UbKjosCIdODZ8GCBUDa\n30KUDGPJvHnzrMfiZSLjdajnzrkoVnKpqJB2SF+Jgk28VwDa29uBtGJExsZf/vIXIO11I4oWSI8F\nuV8Od98cLeKrIiXjpToTwBtvvAGkFR3y/UQVcibmzJkDwNy5c3PWVlEEiVJIlDSZlaykn0VpJffx\nqVOnAukgbuYY+dOf/gSkKx2JD8573/venLVdURRFufCockVRFCCVCmEYBhUVFdjtdqqqqnjttdcA\n2Lx5M/v37+faa6+lsbGRhQsXcvjwYQ4dOsTHPvYxFixYQENDA7t376aoqIjnn3+egoICfvazn2Ga\nJmvWrKGrq4tQKER7e/uY/IAHqKqqsh7LxFp+gJ8r4zkBf/nll3n55Zet8qciJ3/kkUes0rovvPAC\nGzduZOPGjVaZ2y1btmSlB0HqB73f78fv9+e8nT09PQwODlJYWMicOXMwDINwOIzL5SIej9PS0sK8\nefNYvnw5kUgEt9vNjBkzmDFjBpMnT7YUTA6HgxMnTtDe3k48Hud973sf8+bNIxQKWdL6XAXepCxq\nrqmqqspp6oSiKIqiKIpyaaDKFUVRLBKJBF6vl+LiYtrb27n66qtZu3Yt1113HW1tbdx999386le/\nYvfu3bhcLmuF1Ov10tPTw+TJkwkEAsycOZNEIsHs2bOBVFrJokWLOH78ODU1NWOmvJAVRYB77rmH\nn/3sZ+zevXtMK42MhnA4TFVVFfF43KpKAfDzn//cKr08bdo0PvvZzwLwhS98wdqnqKiIGTNmcPDg\nQatyyb/8y78AZzb0fTccOXKEjo4OJk+ezN69ezly5AhTp07F4/Fgt9tJJpPccsst9PT08OKLLxKL\nxSwVghyzZcsW7rnnHsrKymhvbycvL4/KykoikQjd3d3EYjFqa2tz5seT6XcwEtJ/58OiRYsIBoOs\nW7cOgKVLl55W9ejdMlRpcyY+97nPZT3/1re+BWR7nYwHcr6kmo0ExyRYltmma6+9Fkj1IaSVFeIj\nkqkcEXWDqD/Er2UsyUy3kwCaVC2S9pypstAnP/lJAD74wQ8C8Oqrr+asbVLVZ/fu3QAcOnQIgL//\n+7+39hF1hXjZNDU1AWk1iqRjiqoM4G//9m+BtC9LLlUgQ/nGN74BwP33329tk3vW5z//eSC7YtRI\nyH1Q1Eyf+tSnctZGqWiWl5cHpCrPQeo6F6Rfpay87DtU5ZRZgU48ieT/zLfeeitnbVYURVEuHlS5\noigKgOWLEQwGCYVCHD16lObmZi677DJaW1uZM2cOzz77LE1NTXzwgx/krrvuIhwOY5qmpVpYsmQJ\nu3btYv78+UyePBmbzcbRo0eprq7mwIEDJJNJotHouKS1rFmzBoCrrroKSPmbfPSjH83aZ9myZZaU\n+0Jx6623snr1aiA9Qd29ezdf+tKXznicSPwzOXz4sCVrzyWSzuXxeKzy2y6Xi+bmZo4ePUo4HCYc\nDrN3717q6uq46qqr8Hq9eL1etm7dyuTJkykrK2NwcJDS0lJsNhuhUIjNmzdz4sQJK53o5MmT46oc\nGq4PhyMzYPHSSy9ZZs+QCmRNtHQjRVEURVEUJfeockVRFCC1Al1QUIDL5SIQCOB2u62/bdu2EYlE\nWLp0KR6Ph82bN2OaJqtWreK2227j17/+NYFAgI985CNs2bKFQCBAR0cHPp+PSCRCVVUV+fn5FBUV\n0dzcPGwVl1wjOfyLFy9mw4YN/Pa3v7Ve+8IXvsA3v/lNNmzYwJNPPsm999475u0ZiSeffNJ6vGbN\nGis4sWHDBu644w62bt3Kz3/+cwD++7//mwcffJBly5bR0NDA888/D2Clbw0MDFjnLHN1OlfYbDaq\nqqro7+8nFosxMDDA8uXLsdlsfP3rXycej/Poo48yY8YMvv/97wOwbds27rnnHuLxOIlEgkAgQCAQ\nwG6309XVRTAYZPbs2dZrQ6vOjCVS3WP27NmsXr3aUn8MJVOFAamV/4KCAgKBAOFw+LzVL4qiKIqi\nKMqlhwZlofkRAAAgAElEQVRXFEUBUsGVnp4e2tramDRpEg6HA8MwGBgY4MiRI8yZM4fS0lJM0+To\n0aOUlZWRTCb5wx/+QGVlJT09PXz3u9/F4XBQXFxMIpFg0qRJrF+/3lK4BINBy3tjvMhMNRC++c1v\nWo8vZGBlKG1tbSQSCVavXn1aQCiTpqYm7r//fsvoVsw/gTEJqvh8Pvx+P/F4nGnTpjEwMMArr7xC\nLBbj1ltvxeVycfz4cerq6jhw4ABvvfUWO3fuBOAf/uEfSCQSxONxFi9ezPbt263g3YYNG6iurqa2\nthaPx4Pf7z+ntIBcs2/fvhHTiK6//npef/3107aL4WVlZSUnTpzIaXsqKiqAtFmsfBYwYiBH1E/S\nf5kKJjFnFaWOpDHkArm+5D2lzZlBMlGPyfeQimMPPfQQkDa23bJli3WMjGlps5wfMQIdCzL7RdJU\nJEgrKY633XYbkDZi/dGPfmQdc/fddwPp7/OHP/wBgP/4j//IWdvEwFbO6bZt26x95FzIuZcgtqQF\nSQqXmKtC+n5x/fXXA+fvUfVukMArwMc+9jHg3NKBBLl/S5vvu+++nLVNUtWkPeLjtXfvXmsfMaqV\nsT7UbFnSgsTcGdJ+WnKMlKpXFEVRLi00LUhRFCClSsjLy2PSpElUVVVZPwwjkYiVOhOPx7Hb7djt\ndkKhEMlkErfbzZ49e8jLy2P27Nkkk0lisRher5dFixZRWFiI2+3GbrdjGAZut3tclCvCUNXB2chl\n/v754Pf7h/WeyOTBBx8EUrn84xkUikQilJSU4PP5KCoq4qqrrmLJkiUsXLiQwcFBnE4nq1at4qab\nbmLnzp28/vrrGIaBYRgsWrSI7u5uXnzxRTZt2kQgEKCuro6VK1eyevVqiouLs4IHQ6uy5IKKioqs\nic7ZkEAFkBVYqaurO23f8SgrriiKoiiKolz8qHJFURQAK2gCqXQJCZIAlJWV4XQ6SSaTOJ1OvF4v\nhYWFhMNhioqKKCsro7W1lcWLF/P6668zZcoUIpEIW7ZsscwVbTYbHo8H0zTHddVOvsNIDC3Zm7kS\nPd585jOf4dFHHz1rQKioqIj77rvPWhG/7777+Pa3vz1m7RoYGMDhcGCz2ejq6iIajTJp0iQrTai9\nvR23200wGGTSpEmUlZVZK/6vvPIKg4ODeDwe1q1bR1lZGVVVVWzfvh3TNHE6nZw4cQLTNOnv77cC\nTLlESgELpaWlVkrQcIxkLCtmlJm0tbWNrnHngCg9IJ3KJClMmYEgIMsYeSgSxMqlckWCVmIaLYHT\nzH4RU1gpr1tYWAikDUGFTANQMZd97LHHAHJmGgxpbyO530lAL1O9JL46orKYNGkSkC4jPZzPjihG\nMk1mc4VUv5L76dGjR4FsE2/5XtLW6dOnA2kzYDkPsh3SaiFRE8p1m2k6O5Y89dRTWc/l/4ZzKTEu\ngU8Zz7nwPhJTWhmLYjz79ttvW/tIX3k8HiA95qUdMp7ElBzSRsFyboYL1CqKoigTH11yUxQFwAqm\n+Hw+otEofr+faDTKLbfcwtatW2lpaSEcDhOPxwmFQpimSTKZZP/+/YRCIRwOB4FAgJqaGiA1cbrs\nsstIJpMEAgFsNhuGYRCLxU6b7OaazNSBM0024fQ0iw984ANj0qazkSmLP1tASKqSnIn8/HyrAsho\nKSwspLu7m87OTo4dO8bhw4dpb2+ntbWVtrY2BgYGKCoqoqSkBJfLRVlZGVOmTGHKlCkMDg6Sn5/P\n/fffzx133EF+fj4Oh4NIJEJpaSnV1dWWkbLL5bIm3mPJmQIrmUilmrMhaTyKoiiKoijKXy+qXFEU\nBUitvtlsNqLRKIZhkJ+fj9/vp6mpiYKCAsuMNj8/H6/Xi2ma5OfnEwqFiEQiOBwOGhsb8fv95Ofn\nU1lZyfPPP4/P58Pj8eDz+Whvb6etrY1Zs2aN6XfJ9BQQ09eRyFxdnDNnDs8999yYtetM/PM//7O1\n8nq2gNB//ud/WqVhhbVr12Y9r6yszJnRaklJCf39/TidTuvxlClTuPHGG3nppZfo7Oykrq7Oqqpj\nmqYVmPB6vRw/fpxQKMSsWbMYHBwkLy8Pv99PfX09TU1NdHZ2Wm3OVcpYeXm59b6Z3H///VmeD5nI\nirSUi+7p6eGmm27iz3/+M5Aqz3vXXXfx05/+1FIQ1NbWWo9z0WZIK22GW4kX/5INGzYAp3tVVFdX\nA+lSvQA33XQTANdcc01O2pmJBKqkzeItkem5Ip40ouyQMseiDpBxk6lWkHLiEqw9W8DxfDgXX6Lt\n27dnPRefDfku8h0yeeaZZ4B0WWMpn5wLhqr9RDGUWe1MFDMyjmX8yDUlHk2Zqgm5F8v7S4nx8UL6\nSBRrUklOvEn8fj8AK1eutI6Rqm/iy/PAAw/krD0333wzkFZ5yVjJPN9yf66vrwdSVecgPWZFaZbp\nLSZeNnK9jsW1qCiKolx4NLiiKAqQTgWy2+2WOiUYDNLc3ExVVRXHjh2jpqYGv9/P4cOHmT17NvF4\nnNbWVmbPnk0gEKC3t5fm5mZcLheHDh0imUxaP55jsRhtbW1UV1ePSbngkRD5/LmQGWgZb/7t3/4N\nSE0ytm7detb9n376aSA9wdi4caP12te//nWAs5ZzPldE0RSPx630DLfbzS233EIikaC8vJza2lqO\nHTtGPB4nEAhYE7qSkhIikQi9vb3YbDb6+vrw+/2WpP748eOYpsknPvEJANavX5+TNo/k3fK9732P\naDTKj3/8Y5YtW2YFKSA9sZs9eza9vb20tbVZqSOQmmAZhmEFU5544gkAHn300Zy0WVEURVEURZm4\nGLnIUVUURVEURVEURVEURflrRT1XFEVRFEVRFEVRFEVRRoEGVxRFURRFURRFURRFUUaBBlcURVEU\nRVEURVEURVFGgQZXFEVRFEVRFEVRFEVRRoEGVxRFURRFURRFURRFUUaBlmJWFAWAa665xgRIJpPD\nvm6aJn19fXzyk5/kF7/4BQ5H+vZhs9lGPG44iouL+eMf/2iMsskYhjGu5c5M0/yrbPPXvvY1s7u7\nG6fTiWmaxONx7HY7iUQCm81GLBZj9uzZzJkzhyuvvJLPf/7z1ngoLS3FZrNhGIZVnnkkHA4Hpmny\nyCOPjLrNdXV15tGjR633HO6zr732WlavXs2nP/1pSkpKrO0ul8tqczKZJB6PW8+H4na7icfjDA4O\n5qTNAJ2dncDw1+K//uu/AvDpT38agBtuuAGA/fv3Z+13puvR5XIBEAgERt3mNWvWmAA9PT0AdHR0\nANDX12ft09TUBEBraysADQ0NACxcuDCrPTbb6es9ct7cbjcAH/7wh0fd5vLychPg5MmTo32rcyIX\n1+CTTz5pAoTDYSBVwhzSYwVg8eLFQHosPPfccwBW2fPq6moA8vPzrWN8Ph8AZWVlWft86Utf+qu8\n13360582AZqbm4H0GCkuLrb2KS8vB6C2thZIX2vSzwMDA0B6XEO6n/1+PwCTJ08G4CMf+chfZT9P\nxDYriqKcCxpcURQFSP1AtNvt2O12TNPE5/Nht9vp7+8nmUzicDgIh8OUlJTg8XgwTZPMUu4SYMmc\nIMnzoRO94SZRysVLNBoFIBQKYZom0WiUoqIiAoEAiUQCr9eLw+Fg06ZNVFZWUl9fz6ZNmwAoKioi\nHA7jcDiw2WxEo1HsdjuGYVjBisxxlCtkghOPx61tDocj67nH4+Hxxx+noaGBBQsWsGPHjqzvC2AY\nxojBGWn7cEGX0bRZJtA333zzafusXbsWSAcoBPleMjk+cuTIiJ+Ty/7Oy8sDoK2tDYB9+/ad9vle\nrxeAG2+8EUhPVGXCKYEYCaBkHiN9IRPaXCB999prr+XsPceawcFB4PRzF4vFrMfLly8H0n3X2NgI\npL/n4cOHAaiqqrKOKSgoAGDmzJkAVFRU5LrpZ+RrX/saAA8//PC4fu5IrF+/HoCWlhYgfS+IRCLW\nPrKwsHLlSgCOHTsGpMfo0aNHAZg9e7Z1jARV5DxKYFFRFEW5tNAZjqIoQGqSZJomfr8fr9eLzWbD\nNE2cTieFhYWYponH4+Evf/mLtcqZuZovK/zy70iTUQ2sTDwSiQSJRMKa2CUSCUpLS6mrq6Onp4dk\nMmkFXfbs2UMwGMRms2Gz2SyFS2YQYmhgLjPQkisyJ0PCzJkzqaury/pewWCQP/7xj1kqBqfTaT3W\n8aooiqIoiqKcC6pcURQFSK3GFRYWEg6HcblcJJNJAoEAhYWFRKNRfD4f0WiU8vJyrr/+el599VVa\nW1tJJBLY7Xa8Xi+JRIJIJJI1OTUMw5qgJpNJkslkzifSythimiZ2uz1rm81mo6ysjHg8TiQSYWBg\ngEmTJrFp0yY6OzstibwcHwqFqKmpoa2tjd7eXvx+P2632wrijUWbh2K325k9e7alqujq6mLRokX8\n6Ec/ylJXZR47efLkM6pARNmSCzIVM2fju9/9LgB79+4F0kEgUS3U19db+8o+gihGcoGs4vf29gLQ\n398PZKdESJskHUXULtu3bwdSiijITmWaNGkSkFI+DX1ttGSmxUwUREmxdetWAC6//HIgW9GzceNG\nIK1QkXMzd+5cACv1TVRGACdOnABgypQpWceMFxeLYkWYN28ekB7Ps2bNAtLKE0irT+bPnw9g/X8m\niw6ijJKxm3mMpHENvZ8qiqIolwYaXFEUBUirCZxOZ1YQxOfz4Xa7CYfDzJo1iz179hCNRrHZbEye\nPJlAIEAwGLSOdTqdBIPB036ky+RPFA3KxMEwDOt8JhIJCgoKOHr0KPX19VRVVdHb20t3dzcOh4Oe\nnh4CgUCWR4Fpmpw8eZKqqipcLhcdHR14PB7Lw0XIDMrlos1DU9LeeecdSktLrefNzc14vd7TJu52\nu91KszlbwMNut+d04q8oiqIMz+7du8+6jwQTFUVRLgQaXFEUBUgHPyRFwzAM5s+fz/z581mzZo2l\nbNm2bRvz5s2jo6MDl8tFcXExxcXFtLa2cvvtt/PCCy/g9/uJRqPWBNc0TZLJpDWZ1lW7iUksFiMS\niZCfn8++ffuYNWsWU6dOZe3atRw/fpyioiKmTJnCyZMnrbSwcDhMT08PJ06cYOrUqVRWVrJ9+3YG\nBgYs757M1LJMxcNoGEkdlUgkmDFjBgcPHiQYDNLX10dNTY3lmwDZKUXt7e3U19efpv7IfL9cKkEA\nZsyYAaQVHZmIUuGxxx4D0saY56N6yeX1197eDqRVE9JmWcWHtB+MqAEkUCdqANmeGaSSlX5RmeRS\nUfHCCy/k7L3Gi7fffhuAt956C4CbbroJyB4jYmQr5sKiVBGPlfe+970A/PCHP7SOCQaDQNrb5nzG\n0aWIjDNRnUjfZU7YZTzLdSrjd9myZQDceeedABw8eNA6Rs6bGD53d3ePzRd4l7z44osArFq16gK3\nRFEUZWKjy8eKogDZ6Q0ej4eioiLKyspIJpPU1tZSUlLCq6++yn333cfMmTPxer3WRDgvL4+VK1fi\ndDqZOXMmwWCQYDDIwMAAPT099Pb2MjAwwMDAgFVpRpk4SHAsGo1SUFBAJBKht7eXQ4cOsWvXLo4e\nPUpzczP5+fksW7aMYDBIc3Mzzc3NdHV14fV6KSgosIIuXq83y4gz00g5V6omUV8N5c0338ya9FRX\nV3P//fef8b2G828RJC1OURRFURRF+etGgyuKoljYbDZ8Ph9Op5NEIsFvfvMbZsyYwcMPP0x1dTVX\nXXUVx44do7GxEZ/PRywWw+FwcPLkSX7605/yyiuv0NbWRiwWs8rYOhwOXC6X9Vy2Kacj5XUvNqRa\nTiwWo7S01DIsbmpqoquri8HBQRwOBx6PhyuvvJIlS5bQ3d1Nd3c3gUAAv99PZWUlADt37syqCiOB\nibNV5TlfMgMrssI8HIWFhXzqU586o2JGPCxG+pzMQJGiKIqiKIry14nOcBRFAVKBFa/Xa6Vp1NTU\n4HK5aGpqwjRNli9fziuvvEI4HObKK69k27ZtRCIRYrEYfX19JJNJGhoaeOONN3C73VYFGZksizph\naDlcZWKQTCZxu920t7dz8uRJKisrrXFSU1NDe3s7hw4dwufz8YlPfMJSh0SjUQYHB/F4PMTjccrK\nyhgYGCAYDBKPx62ghnj+jEWgIlOpMpTXX3+dsrIyXnrpJStt4nwQs95cMPS62Lx5M5AKAAmSFiRp\nN5IusmDBAiBdzvlM5LKPxaBzw4YNQNq8NlOBJBWa5DVJjZAgm/jzZPr0SHlmCZJNRJ+mXKW4AVY1\nKynvK2lsw5UIllQfSRO6++67s/6VUsEAP/nJT4D0eZRjLxYkPSzXqXcjIdfPtGnTsrZPnTrVeiwm\nwFL2XAyCJQ1LznumCa4c09raCpCzIHKukO935ZVXWtsk1W+8yCxdDemUR0VRlInExPu1oijKmODx\neKySu5s2bWLBggWEw2E++tGP8swzz9DS0oLX68UwDB5//HHmzZtHW1ub9UPd4XDQ1taG3W7H7Xbj\ncDgs1Yo8djqdmkJxBjK9EC424vE4DoeDwcFB7HY7lZWVzJ07l5MnTzJp0iQSiQQ9PT288cYb5OXl\nWV48oVCIZDJJOBzm8OHDFBYWEolErGDbUG+UsZ50yMRHghTd3d1861vfyvIIGUpNTc0Z31OVK4qi\nKIqiKIoqVxRFAbIrwlRXV7Nz50727dvHD3/4Q8rLy/H7/cyaNYvy8nICgQAVFRUUFxcTi8Xo7Ozk\nAx/4APn5+cydO5df/epX5OfnWx4uYmIr1VsutlU75cwkEgnr3FVUVODxeLDZbCQSCcuo1uFw0NHR\nwdtvv20ZPAIcOnSI+fPnk0gk6Ovro6WlxVJoSMlvUUvlskR3ZsAjPz/fWpEXw86uri7r9Z/85Cdn\nTP3JNLsdD2SVezjefPNNIJVelcmZygtLQFOuu3NRt5wrku4l5WdlFT/zGq+oqADSgS0pbS2qBDFT\nzSxdK6v+UrZ5IlZkyqU5rJQEvu6664B0n4liCNIr/3fddRcAL730EpAODor654orrrCOWb9+fdb7\nZF6744mUQG5qasraLmoneX24fXKJVCyTUuCiGMoMvoriSs7JzJkzAdi1axeQviZEpQJphVlzczNw\n4ZRYN954IwBr1qzJ2q4VdhRFUXKDBlcURbGQIEhVVRX79+8nHo8Ti8VYu3Yt1dXVeL1ewuEwbW1t\nGIZBf38/Xq+XSCRCWVkZxcXF2O12CgsLLYNSCbAYhmEpFXJZclcZe0TRFAqF8Pl8VhCuv7+fhoYG\nYrEYRUVFDA4OEo1GaWtrsybHYmRbW1tLTU0NbW1tzJgxg4GBgaxSyTJWcjXpyJzcD5fqkDlZDwaD\n7Nix47R9MoMygt1uPy04qGosRVEURVEURYMriqIAqVXjRCJBb28v8Xicjo4OPB4PNTU1fOhDH6Ks\nrIzjx4/j9/v51Kc+xcDAAJdddhltbW3cfPPNHDhwgEmTJlnpHi6Xy6oyI8oEmUzrZHRiIT45AwMD\n+P1+wuEwJ0+eZMaMGTgcDpqbm6mrq6O9vZ28vDwrwAap8qRdXV20tLTgdDoJhUJWxShRsGRWqsoV\nTqdz2HQdwzDweDyEQiHrcysqKnC5XFbZVSkvPFxQZjjVVa7aLsqOQCBgtXVoOyQo9NBDDwHp8rpf\n+cpXAHj00UdPO2bo9ZZLhZC0ef78+UC6dG2mR4YEU6VEsHw/8QsRZUWm8bB4rkiwLZf3DPF2kfaM\nFZnGzaNFxpiU8BX1RuZ53rNnDwD19fVAWvUjqqw//elPQLosMKSVRqLQaGlpyVmbz4eR1CiiCjmT\nb1IuKS0tBdJpg0LmvWTJkiVA+j7R39+ftY88l38hrWKSoLMoY8YLUTUNVawoiqIouUWDK4qiAKkf\n7/F4nHnz5rFt2zYMw+BLX/oSTzzxBIlEgrvuuospU6YwODhopYns2LGDq6++GsMwOHr0KG1tbQSD\nQfLy8rKMKDN/mKrviqIoiqIomTz88MNn3UfTlxRFudjR4IqiKEBqRdwwDMrLy8nPzycajdLQ0MDy\n5cux2Wx0dXVhGIaVk3/llVeydetWVqxYkVVe1zRNXC6XlUoigZRM34dcrpwrY4+oQKS6z+7du2lt\nbaW8vJx4PG6VYvb5fFZpZlmZve6663j11Vc5duyYtRoslYck8CbpaLn0XfF6vcMqVzKr+7hcLiKR\nCAcOHKC7u5tFixYB8NnPfpZ//dd/PecqQLn2TxA1iKx2Z7ZDVBfi4TC0wlFBQQGQraaRx5mVZXKF\n3A/kX/FzyVT4SNUaUVlIVZXt27cDaXVC5kq/qErESyaXKpCxVqwIouLJBaIsefbZZ4F0ZaBMhYWo\nUH7/+98DaQ8bGZ/iHST7Qfp8icpl3759OWtzLhgvxYog/SDXinitZF7jMo7FO0iuV6mCJd4r77zz\njnWMXB9y3s5mkp1rLrbzqiiKcqmi1YIURQFg+fLllJaWEgwGiUQitLS0cNddd1FRUcFvf/tbAoGA\nlerj8Xh46623WLhwIQ6HA4/HY5mcejweHA4Hdrsdn89HLBYjkUgQDoeJRCJWmpAycejr68Nms1m+\nOX19fezfv5+Ojg4cDgfFxcU4nU48Hg+dnZ3s37/f+uvq6qKuro5Zs2Zhs9nIz8/H7/dbqWPxeJze\n3l4SiUROx4WknsDIJXEldUVSLRobG2lsbOTgwYMsW7YsS7ovwcHxKgmrKIqiKIqiTCxUuaIoCpBa\nscvLy6OwsJB7772XZ555ht7eXvLz81m8eDEFBQXU1NRw4sQJ5s6dywc+8AGKiorYtWsX0WiUqqoq\nTpw4QSKRwOl0WmV7KyoqCIfDxONxSzUgFSCUiYFhGFRWVhKNRgmHwzQ0NHDy5EnLo6egoICenh5c\nLhednZ34fD6rmsm6deuorq62xoCU5g4Gg9hsNvLy8ujs7CQcDudc0eTz+SyT3eEYScHw2GOPMXPm\nzCwlhcfjYWBgwCpFnanMEO+YXLQXYOXKlVnbf/nLX1qPp0yZkvXal7/8ZWB49cfQ95V/RQWRC6QS\nkFRIkc/PrEgkq/6iBpAV/kOHDmW9h/j0ZB4jlZPk++WCOXPmAGmPkrFCvmcuEMWDqCIuu+wyAD74\nwQ9a+4jKRxQqUo1JgofiY1NdXW0dc+211wJppdHatWtz1uaJyOTJk4F0X91yyy1AtkJI1CxyLuRe\nJ/0v/X3gwIHT3l+UMZnnYKwQnxVIp9x8/OMfH/PPVRRF+WtGgyuKogCpH3319fU4HA7y8vIoKysj\nFosxadIktm3bRklJCR0dHdTW1tLd3c2TTz7JV7/6VebOnctll11GXl4ev/71r0kmk9TX12O322lt\nbWXq1KnWhBtSCgAx9VMmBrFYDLfbjcPhYOrUqdbYiEQi9Pb2UlRUhM/no7y8nL6+PjwejzXx2LFj\nB9XV1SxYsAC3220FKYLBIKFQiLq6OgzDoLOzE6/XmzXBHi0FBQUMDg6yZMkSZs6cmRWkgNSEtb6+\nPku+LwydGGUGC4qLi3MaoFAURVEURVEmPhpcURQFSAVXwuEw0WgUu91ObW0t+/bto6OjA7/fj81m\no7W1leuvv562tjbe9773sWrVKmpqaqzqKx/+8Id5+umnWbZsGeXl5axevZq7776b66+/HpvNxvHj\nx1m2bBlbtmy5IN/xd7/7HbfffvsF+eyJjM1mIxqNYhgG4XDY8tLx+XxWSphUifL5fJw4ccKqpNHR\n0YHP5yMvL8+qOFRZWUkoFGJgYMBSffT39zMwMDBsNZ53i3gjdHd3D+u/4nK5zrkseKZaZawCK9Le\n4dp6NiQYJIHLzBSr6dOnA+nV+Fy2f2h1FfGhEFVK5mvy/aQfRbEiyqJMXwjxqBCuu+66nLV5xYoV\nwNgrVzweT87e6/XXXwfSfSbXTW1t7WmfJ0oK6W85/7I98xq74447ANi4cSMAdXV1OWvzSIg6BNK+\nNOfzf8JvfvMbAO68887cNox0OqH0lSixpBoWQHNzM5BWE4mKSALDck4y/WJE2SX3m8zKWGPFD37w\nA+vxUG+mi5GhqrzhKlf9z//8z2nb/vznP2c9f+qpp3LbMEVRlPNAgyuKogCpieaUKVMYGBggFoux\nbNkyKioqSCaTlpLlpZdeYuXKlRw6dIjvf//7LF++nCNHjmAYBm63m4KCAm644QY6OjqYN28e06ZN\no7q6GofDQVNTE7Nnz2bHjh3Wj9Lx5myBlYULF1ommxcL5xIQklLXY4XD4SASiRAOh3nnnXcYHBy0\nDG5l4tzS0kJbWxsOh4O2tjYuv/xyIBW0c7vd2O12ysvLLZ+WwsJCCgoKsoxyIbfmsDK5PHz48GmT\ndUilTTQ2Np7xPfx+P/39/bjdbivNQlEURVEURVGGosEVRVEsDMMgFovhdDoxTZPFixdjs9m4++67\nMU2TI0eOEA6Hed/73gekVsJfe+01rrnmGvbt28eePXtYtGgR7e3tVvWXq666im3btjF16lR8Pp+V\nqnExMn369IsuuHKxKG2SyST5+fmEw2HLNyccDuNyuejr67NWo7dv3862bdusFd+GhoYsI+NkMkkg\nEKCwsJC6ujrC4TAvv/wyTqeT2traMSvTPVxwxW63W20aCVnllzF7xRVX0NfXx969e8eknYqiKIqi\nKMrERIMriqIAqcBKXl4eoVCIY8eOUV9fTzQapbi4GLfbzbRp07jiiiuIxWJ0dXUBKWXAzJkz6e3t\nxWazMWfOHPr6+igoKKCtrc0K1kydOhWbzYZpmjgcjpymfuSS55577kI3YVg2bNhgPV62bNlpr0up\n27FCUmIcDgcul4v29nY8Hg+FhYXk5+eza9cuPB4P5eXlFBYWMmPGDEtJU1paSjQaxe/309XVRTwe\nZ/fu3UyePJmCggIKCgqIx+OWH0suS+6ORGFhIX19fSQSCUpLS63xPBSbzXZaIPDIkSNZVYRyiSht\nZByK8aqY1kLKbHc4hqZzSHpOJmKmmUs6OzuBdJqKnD8x94S0GkkMXiXwJukTMlaOHz9uHSMpTJLq\nMqrgCuEAACAASURBVJIp8btBShWPNbks+Sx9NLR/M8+ppNiIWaqkuEi6ipyrpqYm6xgZ+6+99hrA\nuPhhTZs2zXp82223AekgsrRtwYIFAPzlL38BYM2aNdYxb7zxxpi1TdLZJC1Inmem2UnanqjepIS7\nmN/KdZyZ+iNlseVePh4LDOeSCiRpNpJaoyk1iqIoo0ODK4qiAKkff9FolEAgYAVM/H4/breb6dOn\nE4vF2Lx5M/fddx9ut5tkMolhGFxxxRUEAgECgQAlJSW43W5LqSD+AFVVVdhsNsLh8FmVAsrpDBdQ\nGU9kYifpR3a7Ha/XS21tLQ0NDWzfvt2qLFVaWsrChQutycnJkyfx+XwUFhbS1dVFLBbDZrMRiUTY\ntWsX06dPp7y8nHg8TiwWG/My3XPmzOH9738///7v/w6ceQJcU1NzWpCivb19WBWMoiiK8u45l2DQ\ncP8/ZHo1KYqiXGg0uKIoCpAy2kskEhQWFjIwMIDL5bK8VPbv38/cuXNZsmSJNbmG1KTb4XBQVFRE\nQ0MDN954I0888QQOh4NYLEZfXx92u93yq7Db7bS3t1slWZXckFlycywwDINEIsHg4CA+n4/8/Hy8\nXi8VFRWUl5dTU1PD0aNHLeVJS0uLtaLe0dFBfn4+pmlSV1dHZ2cniUQCm81Gb28vXV1dVFRU0N3d\nbZVrHit8Ph9z586lvr7e2lZUVEQymRw2YJJMJqmqqrLMeQUJHI01c+fOBchqr0wuRvItGk55sGPH\njjFoXQpRR4gCQqpEZaqtFi5cCKTNPKWNch+Q/s2s2lRSUgKklSu/+tWvAFi1atWo23z48OFRv8d4\nI8bBMk4XL14MpEtVw+kKIFEMFRQUALBkyRIAZs2aZR0jnkkNDQ0Aw1bOyjXr1q2zHksbxbBX2Lx5\nM5BWaj300EPWazIJ/9a3vpXztolyprW1FUj3T6bSRBRAoVAISF+TQ1VWYiQM6Wpj8n/npk2bAHj/\n+9+f8+9wPojqRgMUiqIouSF3zoGKokxo7Ha7ZTRaXFyM1+slFouxdu1aysrK2L9/P01NTRiGgWEY\nnDhxgsHBQY4cOUI8Hicej1uTp3g8TiQSoaOjIytdoKenh3g8PqbmqxOVL3/5y1npH2ciFxPM8yGR\nSGCaJm6320r1GhgYYHBwkOPHj1NaWmqdc4fDYXn2mKZJRUUFPp+PWCxGXl4e/f39+P1+qqurmTZt\nGna7nYKCAvLy8rDZbO+qUs65Mjg4SFdXF9u2bbNk+v39/ZaZ7lBCoZA1qR3KuVYZUhRFURRFUf46\nUOWKoigAliIlGo3icrkIBoPE43ECgQB5eXm4XC78fj+hUIhYLEY4HLZWnpPJJB0dHXzuc5/D4/GQ\nSCTw+XzccMMNOBwOy7siFArhdDrHzLR0IiNpKhcjDofDUjGJ6iSZTNLW1kYgECCRSDBt2jScTidu\ntxuHw2Gt5nq9XssfIhgM0tnZaXltOJ1ObDYbPp8Pr9dLMpkcMdBxvhiGMayEfPv27bS2tlqry16v\nF7/fb/mBCEN9KoZSWlp6mqJltIgaRQKSogbZtm2btY+k1ImyQ9otq+jDKVfEI0YUN5neJqNFVr7F\nI+O+++4DUuWvBVHgtLW1AelVfGmXfKf169ef1mZ5LdPDZbRIiVoZA+JRkqme+M53vgPA008/DaQV\nOffeey+QPkfyvQE+9rGPAelzIWqQXCAKCjFSFmWQjFNIqy5k3Ii6ZerUqUDaV0W2Q7rc7c6dOwHG\nXVU4VLEiiLpIymaPF+JzJNei1+sF0h5AkFbbyDmR9FdRrsg58vl81jGyj5RMX7p06f/P3puHx3GV\n+f6f6r1b3VJbq63dkmzJtoKXOHESO3GcxE4CASeQS/BAeFgGuGSY3zAsMz8u84PLAMN94MIwwADD\nMmEgTAhhCCEhmcTZiYkd27Ed77sWa29JrVar9+76/dF+T3fbcuJELQfw+TyPHqm7q6pPVZ0q1XnP\n9/2+s7MDrxG5fvP7hEaj0WhePzq4otFogOxAQwbOqVQKi8WCy+WipqaGeDyulCkulwu73U4qlVLV\nVrq7u5XHSigUYmJiglAoxHve8x66urro7+/HarWyZMkSDhw4oD1XZsijjz56wb/Tbrcrzxyr1Uos\nFmN4eJiKigrS6bQyQy4rK8PhcCjjzXg8jtVqJR6PMzQ0RDKZZHh4mPLyctra2tQgdWJiAtM0qays\nLFqbbTbbWWlGExMTJJNJpZAJhULTGtRKgFEGykJLS8sFSwvSaDQajUaj0fzpYMy2eaBGo9FoNBqN\nRqPRaDQazZ8z2nNFo9FoNBqNRqPRaDQajWYG6OCKRqPRaDQajUaj0Wg0Gs0M0MEVjUaj0Wg0Go1G\no9FoNJoZoIMrGo1Go9FoNBqNRqPRaDQzQAdXNBqNRqPRaDQajUaj0WhmgC7FrNFoALjrrrtMi8WC\nxZKLuRqGQX5FMavVSnl5OX19faocs5S7NQzjnNvOZDIF2y0pKeFrX/vauVc4TwzDOK9yZ01NTXR3\nd8/ouxwOB/F4vChtPvO4nondbqe1tZVDhw5hGAY2W/ZWLeWDXwumac64zZ/61KfMcDiM2+1W7TZN\nE9M0yWQyJBIJJicnMU2TkydP0t7ersobT01NYbfb1TqQ61dn9hnZ5je/+c0L1jeKRTGOs8/nK2hz\nOBw+57KLFy8G4IMf/CAAn/rUp6Qd5/19xWjzjh07TIDJyUkAda5DoZBa5s1vfjMAw8PDAPzqV78C\nwOv1Atn7AUBpaalax+12A6iy7bLsihUrLsq+EYlETICxsTHZJpC9voQdO3YA8P3vfx+A+vp6ADo7\nOwFob28HoK6uLn+7AASDwYJlOzo6Ztzm5557zgS4++67gVx/fuqpp9Qysj8zYc6cObKtGbd56dKl\nJsD+/fuB3DFrbGxUy0ifXL58OYD633Lq1CkAjh8/DlBQxl323eVyAVBWVibrXND+bLVaAUin06/7\n+4rRn8+nzXIveTXO5/9iMdqs0Wg054MOrmg0GiD7IJM/+DUMg3g8jt1uV78DgQA1NTUEAgEqKirw\neDzE43FcLheZTAar1aoePPOR92TwnD8guBDIA+1MSCQSRWhJlvwBsM1mw+12q4Hl6Oho0b6nWGQy\nGaampqisrCSRSGCaJul0GqvVqoJmmUyGYDBIJBJhxYoVavD/6KOP4nQ61bmXvnVmoCX/u4qJ1Wo9\nr4HE4sWL2bhxIwBf+cpXitoGjUaj0Wg0Gs2fPzq4otFoAKipqWFoaEgNdKPRKJFIhJaWFqxWKyMj\nI7S1tdHf308qlcLpdJJKpbDb7QUD4jNVKpAL1sjf5zsj9Wq0traqWcIz98XhcNDb20tVVRWHDx+e\n8Xc5nc4ZbwPghhtuYHx8nD179lBaWqpm3ex2O16vlzlz5uBwONTypmlOOzNnsViKHog4FxaLhXQ6\njd1uJxaLkUgkMAwDq9VKMplUgbX+/n5qamoIBoN4PB4gq0BIJpMYhkEqlcJisaj+YLFYVNBF9rXY\n++R2u19RASJ0dXVRWVkJnB3wuVD4fL6C16/U7paWFgD8fj8A7373uwG45557ANTxz0dUCsVkYmIC\nyAUF5XtFnQLwox/9CIA77rgDyM30yyx6c3NzwTYgd71JYDRfbXExIse1r68PgGPHjgGwcuVKtYwo\nhObOnQvkApWDg4MF25JtQE41ND4+DkA8Hi9am6+55hogp66SNn/+859Xy4jq5OMf//jr/h5pezGQ\nYyP/r8rLy4GckiofUaZI/xX1luxTPtLXRakjypULjQSa5X/w61FDajQajebcaM8VjUYDZB+2FixY\ngNvtxmq1MmfOHObNm0d/fz9dXV0sWbKExsZGDhw4QG1tLR6PB0kjslgsJJNJ5syZg81mw+FwFCgV\nZJlUKsXExETRHuDdbjdr1qxRD74lJSU4nU6Ghobo7e3l+uuvZ9WqVWr56QacIveeTt2Sn7ZSrDZ7\nPB7q6uq46qqrgOxDt8vlorS0FIvFQk1NDZs2bWLTpk04nU7mzZtHTU0NNTU1WK1WbDYbNpuNhQsX\n0tHRgcvlKminHOuKigoqKiqK0mZJ/XE4HLjdbmw2G4ZhkE6nmZqaUikFsViMqqoqnE6namdFRQXp\ndJp4PE4ikSCTyajP8wMtsg/FDq74fL7zCub5fD4cDgcOh0MFLvKRwZFGo9FoNBqNRjMdWrmi0WgA\nOHz4MG63m7q6OgYHB0mlUsRiMeLxOBUVFfT09LBs2TIuv/xytmzZwurVq2lpaSGVSnH8+HESiQSJ\nRILGxkZOnTqlBs6iRrBYLDgcDmpqatQM30zZt28fAB0dHRw6dIhYLFaQArJ9+3buuOMOSktLCYVC\n2Gw2Vq1aRTweZ/fu3UDWs+Dyyy9n586dQKEixDRNLBYL9fX1Z83+vl4efvhh1qxZo14nk0kqKyuJ\nRCKEQiHS6bTyz/j0pz9NU1OTWva6664D4P7778disVBeXk5lZSU7duwgnU4rNUkqlcLlchUtIGC1\nWrFarUxNTZHJZLDb7UxMTBCNRrFYLMRiMWKxGKZpqj4kAY3GxkaCwaAKrMViMVwuFw6HQwVtIBtU\nSaVSM/ICmI6RkRFSqdSrLnfZZZep4NuVV15JT09PwaxuOp3G4/GoQNFsMDIyMu3706mmVq9e/Yrb\nyg8QyX6IJ0Qx0/LED+jIkSNAVk0GcNNNN6llHn/8cSC3H7feeiuQm/m/4oorgEIvjpdffhnIqQKm\nUw5cTGzbtg2AzZs3A7Bnz56C9yGnfJo/fz4AVVVVALz97W8HcsqR/OMs9yI5zvneIjPlXD5cX/jC\nF151XekzGzZsOOcy0iceeuih19G66ZGAtBy7BQsWAIV+QIKoUOReJyqyFStWAIUBefn7xIkTQHFS\nVWeCVqxoNBrN7KCDKxqNBsgOoP1+P0eOHMFisTB37lx8Ph8HDhygtbWVTCbDb37zG6688koaGho4\ncuQIqVSKxsZGLrvsMl566SX27dtHc3MzLS0t9Pf3E4lEsFqtyr/F5XIxPj5eVBVAZWUlhw4dArJS\na7fbTV9fH3V1daRSKX74wx+yZs0ann/+eUKhELt27eLKK6/k1ltv5Te/+Q2jo6OMjo6yevVq9uzZ\nQzgcLkgLMU2TU6dOFa3NmUyGAwcOkE6nSaVSuN1uli5dSm9vL9FotOCh1263Mzw8rB7axaDy+uuv\nZ/v27UqyvnjxYvbu3avWS6VS9Pf3n5We9Xqx2Wx4PB4VILHZbASDQQKBAK2trVRUVHD8+HFM0yQW\ni2GxWNRAPhAIEAgEVPrB2NgYfr8fm81GMplUiqZ8D5Zicj6BFdnHF198EcgGCqYbfHg8nllJrdFo\nNJqLCfG3eiVOnjx51nuf/vSnz3pv6dKlBa8//OEPv/6GaTQazQzRwRWNRgNkgyuTk5NUV1eTSCQY\nHBzkuuuu4+TJkxw8eBC/309zczPxeJzHHnuMO+64g+HhYUZGRli0aBGrVq1icHCQY8eOEYvFqKio\nIBqNkslklBJkbGwMwzDUzGoxkIH71NQUY2NjvPe97+WnP/2pyp0X1YqQSCR49tlnWbJkCZs2beLe\ne+8FYMuWLSpYke+3IelN081cvh4knUaIxWKUlJRQV1dHb28vkKuuATA0NMTQ0BCQDR7V1NRQXl7O\nmjVr+O1vf6tmSdPp9FkpNcVKsclP7zJNk1QqRSQSIRqNMjIyQmdnJ1NTU+zfv5/JyUkaGhpUUGNk\nZITJyUkVNPF6vcydO5d0Os3IyAgOh6PAw6VYAaFXw+l0Fswsi6IJUH0in87OTpLJZEF/KzbnCgRN\nl84m/jByjg8cOADAbbfdBkyvbMn3uigW0jaZ4ZcBkahRIKeikcCUqFy2bNkC5DxB8ivHiMpClDHT\npWpdTAwMDAC5YyQeNPkDy/vuuw+AXbt2Abk+IioX8XJ69NFHz9q+HF+pyiS/3yheSbEiiPLp61//\nOpANOs8UqQ4kKivxRslXj9XU1AC5vi/tkHMigXi5N0NOZRkIBIBX9lMqFvkTAkuWLAHg6NGjQK7N\ncr8V9c2dd96p1nnggQeAP06TdY1Go/ljRXuuaDQaICspTyQShMNhUqkUVVVVynvF4/Fw+PBh5s+f\nj8Ph4NZbb+XUqVOUl5czZ84cQqEQiUSCeDxOS0uLqgjk8XhwOBxUVFTg9/upra1lYmKC/v7+orRZ\nZOEy0J3OX2P16tUFAwXxJBkYGDhrgJw/uJPtyMOn+IrMFJfLxdTUlBpIL1u2jH/4h3/g4MGD2Gw2\notEoExMTeDyes9QT27dvZ/369dxwww1s376dG2+8kaqqKl566SUymUyBWbAEQoqFBFVM02RiYoKJ\niQmGh4cZHh7GZrPR1NTE4sWLqa2tpaSkRKUSlZeXk0qleOGFFzh06BDV1dWUlZVRXl7O3LlzVeqV\nBFYulLfJmak2lZWV2O127HY7bW1tZy3f0NBAS0sLnZ2db4jZrUaj0Wg0Go3mjxsdXNFoNEA2J1xS\nN7xeL11dXTQ0NCgD0nnz5vH0009jGAbPPPMMkUiEgYEBVX7ZZrPh9XopKSmhqqpKpb1IVaFMJoNp\nmlRXVxdt1j8ajarZ2NLSUiYnJwuqZ0B2ljY/1SS/ZLQMsP1+/1nmrxLYKLbBqqhWwuFwQdBHUpsA\nfvGLXwBZ6fTU1JT6kVl8oCCI5Ha7cbvdqkQyUNQAgKhKTNMkGo0SDAYJhUIEg0EWL16sKgEtXbqU\nWCzGjh07OH78OMePH6e7u5tQKMT+/fvp7u6ms7OT2tpaWltbaWxsVKoVUThdqMDFmUGcH//4xzz1\n1FM89dRTvPTSSwWf3XbbbaxYsYLrr7+e1atX69QgjUaj0Wg0Gs1Z6LQgjUYDoAa2drsdh8OBzWbj\nkUcewW63k0wmSSaTWK1WgsEga9euZcuWLSxfvpyRkRE8Ho+SGVdXV3Ps2DHsdjtOp1MN9iVI4XK5\nipr6Idv1eDyEQiE++9nPYrVaC1JvxP9Dvj8WixEMBpUapa2tjR07dgBZ6bwEg2aDRCKB0+mkurqa\na6+9lhdeeIG/+Iu/wGq1qrSg4eFhTpw4wapVq3jwwQdV0Avg6aefVn+LgaWY8IqJsOxHsRDVSjQa\nJRwOMzw8TCqVor6+nsWLF6sKUYZhcODAAZ566iluvPFGIKv4CAaDLFq0iNHRUQ4fPkwqlWLBggUq\nDUeCKxcKqbJUUlKCYRj09vaydetW1q1bB2RTgETGD/Df//3fJJNJNmzYoEoPX0jyK15JituPf/xj\nIGdIKmbHUpp8uvN/vv4zrwW5hiQ4KOkO+akEHR0dQK5UrZhJixGpvC9Gt5ArJyzqtGL25z9FJBAs\naSW1tbVAzkQ1/285vpK2IkpBuQ8+8cQTah0J8MZisYJtFNPYdraZLs3p9bJo0SIg12flf1X+hIAc\nz66uLiB3H162bBkAb3rTmwCYN2+eWkdS3yQwm18Oe6ZIG6UUtwSOpa9Ark/I/2nhrW99KwC33347\nUJhmJvfA2UgLEgPlfOR4CnIvy+dMfxWASy65pOD1dMpDjUajuVBo5YpGowGySo1IJEIsFuPmm29m\nYmKCpqYmpfSYmpqitraWcDjMvHnzsNlsRCIRysrKsFgsjI2NUV5ezp49e3C5XHi9XjV4lhQVScnJ\nHxDMFBkwfulLXwKyA9EzK84MDQ0pZYoMIiDnD7Fjxw6sVisVFRWqXHC+SkT2oRjIgB6yHgEf/vCH\nqaqq4tJLL+Xyyy8Hsiqibdu2sW3bNpXHD9mB0L59++jp6VFVWSAbMJKglShapHpTMchkMsTjcXVM\nJicnWbVqFWvXrsXv9xMMBvH7/RiGQWVlJYFAQHnVLFy4kNraWjXQkIG0GN9Ke/NNhGeb5uZmenp6\naGxsLFCwiHrmpptuKqhOIwOSYDCIzWabtnqPRqPRaDQajebiRitXNBoNkB30p1IpLBYLg4OD1NfX\nc/DgQZXe43K56O3t5eabb2b79u1UVlbidDpxOBysWLGCe+65B4/HQywWo6ysjEQigdfrJZ1OqwHs\n5OQkVqv1rMDF68Vms6ngyv79+4HpZzE3bNjAb3/7WyA7q+f1etm0aRPf//731TLpdJpIJILf7yce\nj+NwOAiHwypQU6w2i6/H8PCwmun8wQ9+AGTNX0tKSigrK+NjH/sYkJ1ZFANFgHXr1vHoo48yb948\nNRsqKU5Op5NoNKpSsYqVfpXJZEin04RCIWKxGD09PZSWllJeXs6pU6cYGxtT5ZeTySTpdFqVHJWU\nsomJCQzDYNGiRdTV1WGxWFiyZAm9vb2MjIwUGObOJhUVFezYsYOxsTG8Xm9BSdRnn30WyKaYLV26\nlK1btwJwzTXXcOmll2K323n729/Oiy++qExZZ5PpZndllvxcyCxz/rkXk04p613Mth88eBCAr371\nq0BOCSGGtJCbyZdA2pw5c4DscYXczLOUv4Vc6VvZ3oXy4vljZXh4GIDf/OY3ALznPe8BCr2D5PzK\nfUEUbxIcFMPXfDNVUbdIwPtiL3ktiiAJxot6oru7Wy0j9wlBVD5yvUogWdRXkDMXluB+MdUgcn1J\nwF3UjVLO/JUQ42tRhOSrQEQBIvdBjUaj0bw6Wrmi0WiA7ADa6/WSSqXYu3cvFRUVxGIxqqqqqKys\nZHh4mKVLl/LAAw9w/fXXEwgEsFgs2Gw20uk0hmFwxRVX0NraisPhUL4mHo+HTCaDw+GgpKTkLMPZ\nmbZZBmoPPPCAeoBtbm5Wf7e0tPDb3/6Wj370o0B2kJZfKeaKK65QaS12u51EIsGcOXNIJpOvOpB9\nPYg/Sv5AUpQnbrebqampggH/pk2bztpGZWUlpmlis9lU6WybzYbNZsMwDGVsW6wBqaQbmaaJ1+vF\n7/cTCoVwuVwcPXoUn89HOp2mrKwMl8tFTU2NUimNjIxw6NAhgsEgpaWlRKNRpqamCIVChMNhpa6R\n7yh2KeYz8fl8BAIBXC4XyWRSDUgBZcJ7+PDhggHF2NgYgUCAU6dOMTQ0dEEqfWg0Go1Go9Fo/rTQ\nyhWNRgOgyiY3NDTQ39+PzWYjFospdYjMwjU1NfHII49wySWX4PF4ePLJJ4nFYoTDYf7rv/6LiooK\nOjo6iMVipFKpAg+TdDpd4AsyUzKZDOPj48ojQ3wZnE6nmiEUL4/vfe97QHZGcmBggP/8z/8EcrNy\nPp+PcDisgkzxeLwgP71YgYrR0VH8fj/V1dVK3TF//nzmzp2rvBAymQwf/OAHWb9+PRaLhfe+971A\n1qPiZz/7GePj4yqoZJqm2lcxnQWUCqkYSMqYpB41NjYSDAbZvn07IyMj3H777aqKkNPpxGq1quCV\nzWZjcHAQj8dDe3s7LpeLI0eOkMlklLpG2iypRLOJ5PX/5V/+JaZpKp8byJkNn+nv4ff7efTRR0ml\nUiQSiQIvgwtBvofAmf4C3/72twteS0nkfJ8hUSXMRlBIZull9l6+P99vQvqCBFZFlSLX5g9/+MOC\n5SCnoJBzUqwUtz9VxOdDysWL4Xb+PWrhwoVALvVO0h7lXDzzzDMAvPDCC2odKTUsfWQ6tdTFhHgq\nHT58GMj1v/xJAbk/yP31TB+V6RRiIyMjQE4pVEyFkPQNUW2+lmtFzLuvvPJKAB5//HH1Wb7Jukaj\n0WjODx1c0Wg0QNbzwmazMTAwwNGjR6mrq2PXrl0sXbqUuro6PB4Px48fVwqPo0ePctVVV3HdddeR\nSCTw+Xy0tbWRSCTo6emhvr5eKUEymYwykrVarUVVJ1itVmW8Jw+Vfr+f5cuXs2/fvgJjUsgO/jKZ\nDFNTU8TjcaVimZycVCobGfD7fD5CoRB2u72oJrwajUaj0VysTJe+K2mCQkNDw1nLTGco/vzzzxe8\n1kEhjUbzRqKDKxqNBsgqDES5sn37dpqbm7nsssvYu3cvpaWlyiskGo1iGAbNzc3E43EymQwjIyNU\nV1crk9LR0VGqqqqUCsFisZBKpUilUsRisYK0l5limiaXXnopO3fuVO9t27aN7du3T2s8GgqFSKfT\nahY/f7b8zBK78plUSyoGiURCzRL39PSo7UOuWspPf/pTLBYLR48eBXI+AMuWLaO7u1sFwmR/DMNQ\nKiOhmMqVeDxOOp0mGo0SCoXw+/3EYjFKSkpoampSJaA7OjrYsmULfX19yvchHA6zatUqLBYLLpcL\nj8dDIBBQ6qJEIqHSyi6UoS3kFD9vectblB+PsG/fPhYuXKhmnquqqjhy5Ag+n49gMHjBVBTSR18p\nPU2Ch1dddRUAf/M3f3PWMv/6r/8K5Ga4i4mopkQ1sX79eqBQUSHLSEUuuf5FXSPXXX5VLKnWIseg\nWP5Bf6qIgkJKzYtSaGBgQC0jSqBLL70UyKkRRHUhA9olS5aoda644gogpyZavHjx7OzALLJ27dqi\nbUsUJqJOE++Vzs5OtYz0bVlGBvyiAplObbVt2zYgp3YpZjUm8eOR30J+sOK5556bdt1f/OIXQO5/\nXf51K9erRqPRaM4fHVzRaDRAdnD01FNP0dTURFtbG9XV1bz88suk02k8Hg/BYJCysjJsNhttbW08\n9thj9PX1YbFYGB4exuv1UlFRgWmayjsjnU5TV1enAjfxeFylChWDa665hueee04NHhoaGlSaRyaT\nKXhQXLNmDc8//zx79ux51RQfKdWbSqWIRCJEIpGCgd9MaG1tVQajUlZ369atvPTSS7hcLsrLy5kz\nZw4TExNKsv/YY4+p9ROJBHa7nXA4TDgcVgPV/MCKeNwUs1qQpAVNTk6q9J9bb72V1tZWdu/ejcfj\nIZFIEI1GOXLkiDrHlZWVeDweWltbsdlsahuGYdDd3U0oFFIlwJ1O56yXZPb7/axbt4577rmHioqK\nswJqQmVlJSdPnsTpdOLz+RgeHsZqtbJly5ZZbZ9Go9FoNBqN5k8THVzRaDRAdlY7kUiwbNkyDh06\nxNatW6mqqiIajVJdXY3FYiEcDjN37lxKS0upqqpSwYwVK1YwPDyM0+kkkUgwOTlJJBKhtLSUVrrE\n3AAAIABJREFUH/3oR9x2220FqUHnGtC+VqQawjvf+U62bt1a4J/R1NSkKjxUVlYq9ceKFSvYtWsX\n8+bNY2BgAKvVWlC62el0cujQIRwOB5lMhrKyMiYmJpQSY6bU1dWpCij33XcfkUhEVcqB3Ey90+mk\nvr6eBx54QCldnE4nbW1tDA4Oqpl8UQvJZ5CbhSyWx0Y8HicYDNLR0YFpmpw6dQqv16tKL4+MjDA5\nOcnAwACTk5MMDQ0pb4hMJsPhw4dxOBzMmTOHSy+9lGPHjhEKhYhEIgSDQWWG63a7Zz39ymaz0dHR\nweHDhxkZGWHXrl3TLveHP/wByPajD3zgAzzxxBOzovx4rYg/yZnnVmbYp5vFv/baawF4xzveUfT2\niLpHAoWiwsr3XJH+Lr/lHEu1LFEsyWuA6upqIOeRk68wuxiR+5dURxPVj1SGgZzCSdQtct4XLVoE\n5JRBd955p1pHfFnkvBVTUTETvvzlLwPw2c9+9lWXffjhh4v2vdLPRPUo/VAM0iHnSyP3YAlij42N\nATkFS361ILkeJOgs/iyzgbRZ1GSQU7WcK2XmgQceAHIVhzQajUbz+tAmAhqNBsimPng8HlUu+fjx\n4ySTSaLRKN3d3UQiEZxOJ1u2bOHJJ5/E6XRy8uRJldoxMjLC8PCw8i3p7Oykv7+fBQsW4Ha76e/v\n58UXX6Srq+ss+fLrRYIJ0wU+8ktnBgIBfvnLXwKwc+dOpcQAlDIHsgNTebieM2cOqVSK0dFRNaAp\nBoFAALvdzmWXXcb8+fPp7e1VSg673c7Y2BhjY2PqOxcuXMiqVatYtWoVAwMDJJNJKioqiEajVFRU\nUFVVRUtLC5BNERgYGKC7u5vBwUFlbDlTTNMklUpRWlpKc3Mz1dXVqrzy1q1bicfjeL1exsbGSCQS\nNDQ0qKpIpaWljI6O4na7KSkpYf78+ZSXlzM4OEgoFGJ8fJyamhra29tVtZ7ZJBAI8N3vfpfJyUkq\nKirU4HI6fD4fNTU1rF27Vh3jfKZ7T6PRaDQajUZzcaKVKxqNBsjOPDc1NREMBkmlUlx//fVMTk7i\ndDpxu904HA68Xi8Wi4VMJsNll13Gr371K5qbmykrK2PRokVs3ryZcDjM1VdfzdjYGG1tbTz00EN0\ndHSQyWTUQLtYKTYDAwPY7fZzzgJarVZqamqU4mDjxo08+OCDQFZB4nA4GBkZIRKJKMNeUbTcdNNN\nPPzww4yOjhalrYLH4+Hpp59myZIlrFu3jscee0wFHiA3c7xv3z5isRitra0qVcbtdhOPx8+qqtPU\n1ERTUxNPPvkkGzdu5LnnnmNqaqogLWomSIqXzWYjEAhQX19PaWkpfX19VFRUkE6n6ezsZHJykpaW\nFlpbW5WPSTQapaWlhZaWFiKRCD/4wQ9UX5AUsZaWFmpqalT1p9lmYmKCiYkJVq5ceU5FhM/n49pr\nr2VsbIyrr776rABbR0cHS5YsIZVKKe+cYiOeDt/5znfUe8uXLwey/Rdypo933303AG9729sACo6j\n+GlIMPLYsWNFa6Nce8ePHwdQ5z0YDKplpI0y4y+qG3lfPFmmq2IjZpWiyLnxxhuL1vY/JUQFIfcJ\nUbOJNw2g7lU33XQTwFkpg6JsyVc9yf2wvr4egDe/+c0F23+jEKXO+XDfffcB8MEPfnDG3yseNnLv\nlOOQH8AXlZYEgqWClxx/Cdzn+3TJ/si5EEXWbCCTF6LshEJvHkBVmzvzfpt/P1y6dCkABw4cACia\n7xgU3h9eC7fddttZ74lvkJCvGNJoNJoLjVauaDQaIDvAEbVBY2Mjvb29DA4OUltbS29vLy+//DKp\nVIpAIMD8+fPZsWMHNpuNBQsWMDAwQH9/P36/n9HRUeLxuEr/KSsrY+fOnZSXlzM+Ps7ixYvVg/xM\nmZiYYM6cOZSWlhaUqxXS6bQauFVVVamBxMqVKzlw4IAyL4TsA/HU1JSSdv/85z9n/vz5ANTU1KiH\n0ZkyPDyM2+2mr6+Pvr6+s0xcKysrqayspLq6mkAgwIIFC2hvb6e9vZ1gMEhlZSWNjY1kMhkymQxV\nVVUF6/v9fjW4Enn4TLHb7SqwMjY2RkNDA6WlpYTDYdVWu93O6OgoK1euZNmyZUqFsmfPHjo7O0ml\nUpw4cYIf/vCHbNmyhfLycjweD6Zp0traSiQSweFwFM2P55Xw+Xx4PB6lWLrllluUEatw++23E4vF\n2LJlC88//zxbt25VQQqAdevWMTY2hsfjKapBs0aj0Wg0Go3mTxMdXNFoNEBWnXDq1CnGx8dZtGgR\nNpsNi8XC4cOH8Xq93HDDDSoAk0qlGBkZ4bLLLuPkyZPs2rWL0tJS1q9fT3t7uzKYjcfjtLW10dnZ\nSTAYxGq10tXVVeBxMhNsNhvDw8P09PSogEI+nZ2dZ3lBNDY2FlRBWLFiBZDNsTdNU83cvfWtb1Ue\nLkNDQ0WtENPR0cGCBQtYsGABkA3sjI+P09bWhs1m49SpU3g8HkZHR1m8eLH66ezs5KabbmLt2rV8\n5jOfUbOOXV1dBAIBqqurVTuTyaTyuJgphmHgcrlIJpMkEgmV/jM+Pk4sFmN4eJhoNEoikcBisTAy\nMkJnZyednZ1cc8013Hzzzezfvx+r1UpTUxM9PT2cPHmSQCCg1FGJRIJkMnlWsGg2EE8gmT21Wq0c\nPny4YJmvfe1rbN68uaBsuPQlyKpBJicnicViBdVXNBqNRqPRaDQXJzotSKPRKFwuF6FQiJtuuomv\nf/3rrFixgoGBAaqqqujr62Pp0qX88pe/xG6309bWxvj4OHPnzuXgwYOqNK/f78fr9aqfPXv2cOzY\nMQzDUCkkxVInSLrMwMAAX/ziFwvSJwzDYN++fSoVSKq+nDp1itbWVpXGUFlZidPppLq6mqqqKiYm\nJjh+/DjPPPNMgf9HsQIVElh6Jdm91+tVqpoTJ0684vaOHz/O8uXLOXXqFM3NzcRiMQ4ePEhtbW3R\nDG3T6TRWqxWn04nf78fhcOByufB6vRw6dEilxdTX19Pb20tvb68y05w/fz4PP/wwDoeDtWvXUl9f\nT2trK4cPH2bnzp2UlZVx9OhRDhw4wOLFiwuMI2cbkc2/+OKLDAwMqBSLa6+9lr/+67/GYrHwd3/3\ndzzxxBPccMMNPPLII2qdJ554gp07d7Js2bJZM4GU1J98JCD01re+Fcil4wgSLMyX9+cHhYCi+tpI\n6pIEIkVBtmnTJrWMpA7J9SpKH/EEEiNbKSsNudQVKWErpqwXK3K/kJQPSXXMT/2TtCtR2clxltQq\nCcaKCTFkFXoA73//+4GcKeuFTguSAKWkvUl7zgcxeS5GWpD0Z0nbkXQeOS6QK20tysAzzcjlestP\nfxW1ptzXX8nrqVjkpx5JX5BJhnPdA8QoGXLX5blMcDUajUZzNjq4otFogOxDl8fjoa6ujk9+8pNc\ne+219PX10dLSogxJ+/v7qa2tJRqNYhgGmUyGrq4u6urqGB4eZtu2bTQ3NxMMBhkcHGTx4sU4nU7G\nxsYwTZOSkhKmpqaKlrsdiUSw2WwsX76cFStWUF5eztjYmKpKBLBnzx4gOygVv5j8Aenjjz9OfX09\nfX199Pb2snbtWo4fP64GIjabjVQqpbY3U8LhMP39/Wzbto0PfOAD3Hfffdxxxx2YpsmTTz5JZWUl\nV111FVVVVezfv5/Pf/7zNDU1qfW/8IUvcMMNN6gKQdXV1dhsNtauXcvRo0fVQNbj8RTNCySTyWC1\nWrFYLHg8HiKRCA0NDaxdu5YXXnhBBaSqq6vZuHEjx44dU94bW7Zs4fe//z3//M//jM1m47nnnqOx\nsZGBgQEOHDhAS0sL9fX1dHd3E4vFimbCOx0ul4uKioqzPHo+8YlP8Pjjj7N582YgN5h45zvfidPp\nZMeOHaxZs6bAw2DlypXs3LmTUCjE0NDQrLVZo9Fo/tyYztT+kUceKXh9IVJENRqNptjo4IpGowFQ\nKR+7du1i4cKFjIyM0NzczP79+3E4HPh8PoaGhojFYng8HhKJBOl0msrKSkZHR2lvb2d0dJSjR49S\nX1+vShxv376dDRs2YJomkUgEv99fMDs2E8Rk9N5776WyspJAIEBdXV3B4Flm78rLy4lGo0SjUfx+\nP8FgkIULF3L8+HFVWjiRSJxlcJpKpfD5fExMTBSlzVNTU5w8eZKlS5dy9OhRIFt1RqoIjY+PF7Rh\nukpFTz/9NH6/n6qqKlKpFM8//zxNTU2q3KcElIqFzWbD6XSSSqVIpVKYpondbsfv91NeXk5nZyct\nLS38/ve/J5VKKcNbyJYpdTqdHDlyhJ6eHrq6upR/TyqVYnJyknnz5tHZ2cmxY8eKFsSaDp/PR0ND\nw1nBlWg0ysqVK1VwRXj00UdVSWaZ4ReWLl3KzTffzObNm89ShhQLMXzN58xzKyqFu+66C8gpPNrb\n29Uy4i0jqqBizprLjLzMhMsMeX5J7b179xa896Y3vQlABf9EtZAfpBKlgGy/WCqsP1XENFWCjz/5\nyU+AQpPRgwcPArB161Ygp7aTYydlxz/0oQ+dtX0x0hafqWIgAVYxWX4l9u/fX/D7tZBfjnqmyLES\nRZAYweb7V4mqR+5x8j9GjGxFXSbnA3LHXpQxsuxskh/AEAXOmSXOX4lilrjWaDSaiwUdXNFoNEB2\nEJ9MJgmHw8yZMweLxUI6nWZ4eJiNGzeSTCY5cuQIhmHg8/kYHR0lFArhdDpJp9MqFSWdTtPW1kYg\nEMDr9VJfX6/SjbxeL+FwuOiS80gkgtvtBlCeI5deeimxWEw9rNfU1KhBpTxAHzlyRCkxrrvuOo4c\nOaIePt1uN9FoFLvdXlQ1RSqVIhQKsXfvXvbu3auqUIj/yvDwcMGDr+xXPiKdlyBBZWVlweAzHo/j\ncDioqKgoSpttNhtlZWWqzHZZWRmRSITDhw8Tj8cZHR1l6dKlyrTYbrer745GozQ2Nio1UFVVFTfd\ndBMTExNs376dnTt30tXVhdPpZGJioqjeNmcSCAQKTIzlHHd3d6sARD6Tk5Pq3H/1q1+lt7eXz33u\ncwD8/ve/x+fzKZNnjUaj0Wg0Gs3FjQ6uaDQaIDurbLfbMQyDWCyGy+UiHA7zrne9i9/97ndccskl\nVFRUUFdXx8TEBLFYjPXr13Po0CGqq6vp6uri5MmTeDwe9u/fT1dXF42NjdhsNrxeL5lMBpvNhtVq\nLVqJ4HwmJyexWCyMjo6yfv16Nm/eTGlpqRpA9/f3EwqF2LRpE4899hjpdJqJiQk1g/jQQw9hmqZK\nCamqqmJwcBCHw1HUEpSQnW0+fvw4fr+fVCqlZo2TySRXXnklkC39KX4wMsB/6aWXgFxwyGq1smLF\nCjXL73Q6gax6IN+IdaY4nU5cLhfz5s2jt7eXZDJJNBplYmKCkZERbrzxRlpaWujt7aWsrEwpW6St\nNTU1qvR1IBCgtbWVkZERysvLaWho4IorrqC/v59jx46dZSw7U+rr65VSKr8yU1VVFWvWrOGBBx6g\nvr5e+YGci+uuu67Ae+Cuu+5i165dPPnkk0Ur17148eKC1+I38r73vU+996UvfQnIefGIakZUN/J7\n9+7dah1p94YNGwCKWt3o9ttvB3IBP9l2funXa665Bsj5scj5kECXBNTyFRWi6hK1jVwjFyuiYJPg\n79VXXw0Uqn1EGSTHbN26dUA20Axw//33AzlvFoDPfOYzALzlLW8BctdIMe4f4gvzevjxj38MnJ+P\nivSf6QLRrxUJCosSa7ry1aJYEYWhXIOiVJFyy6IkhJyKSI7vdMHc2UT6z2wGrzUajUajqwVpNJrT\nOBwOysrKsNvtJJNJLBYLLpeLnp4eLrnkErxeL3a7HbfbjcPhYO7cuTz88MNUV1dz7NgxOjs7ufrq\nq4lEIhw4cID29nYGBwdZtGgRAwMDKmBTXV1dYPQ3E6xWKz6fD4vFQiKRwDAMvF4vL774IqWlpVRV\nVakHbo/Hw6JFi7j33ntZuHAhExMTtLa2smbNGiD70CsP0haLhZ6eHhKJhCrzXMxgBcDo6ChDQ0OE\nQiFisRg+n4/u7m5eeuklpWYRWltbaW1tpbS0lPr6esLhMIcOHeLUqVMkk0l8Ph+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FAAAg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uFhga2IihVynOl9j3+KOcPrLAUr2BJpo0mkuUpudpNhqYZpW049KNgOzZNIw6ZrHIcCJB3SxR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DREOBzG7/fjdruxWq2yLCR9sn8mJqIi5jfffJO8vDwZ8w033EBdXR233XYbP/3pT9E0ja6u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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f57d5445bd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f57c58ece10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot original picture\n",
    "timg=mpimg.imread('image2.jpg')\n",
    "fig = plt.figure(1)\n",
    "ax = fig.add_subplot(3, 5, 6)\n",
    "ax.imshow(timg)\n",
    "ax.axis('off')\t\n",
    "\n",
    "\n",
    "#Plot intermediate graphs\n",
    "timg = timg - np.average(timg)\n",
    "timg = timg / timg.max()\n",
    "if timg.min() < -1:\n",
    "\ttimg = timg / (-timg.min())\n",
    "timg = np.transpose(timg, [2,0,1])\n",
    "timg = torch.from_numpy(timg)\n",
    "\n",
    "x = Variable(timg).type(torch.FloatTensor)\n",
    "x = torch.unsqueeze(x, 0)\n",
    "\n",
    "for i in range(13):\n",
    "\ty = runmodel(x, i+1)\n",
    "\tplot_layer(y, i+2, 10)\n",
    "\n",
    "\n",
    "#Visualize the result\n",
    "pred = original_model(x).data.numpy()\n",
    "pred = np.squeeze(pred)\n",
    "index = pred.argsort()[-100:][::-20]\n",
    "y = [pred[i] for i in index]\n",
    "fig = plt.figure(1)\n",
    "ax = fig.add_subplot(3, 5, 10)\n",
    "ax.bar(range(5), y, color='b')\n",
    "myticks = ['castle', 'tow truck', 'ice bear', 'plane', 'maze']\n",
    "ax.set_xticks(range(5))\n",
    "ax.set_xticklabels(myticks, rotation='vertical', fontsize=12)\n",
    "ax.get_yaxis().set_visible(False)\n",
    "ax.set_title('Full Connected')\n",
    "\n",
    "fig=plt.figure(figsize=(15, 25), dpi= 80, facecolor='w', edgecolor='k')\n",
    "plt.subplots_adjust(wspace=0.1, hspace=0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
